{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/enzoampil/fastquant/blob/master/examples/fastquant_demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dLC0ASP1o6B8"
   },
   "source": [
    "# Installation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "KLi7LnCKdure",
    "outputId": "e045fc92-a73f-4623-96d8-6b95cc64212f"
   },
   "outputs": [],
   "source": [
    "# !pip install -e git+https://github.com/enzoampil/fastquant.git@master#egg=fastquant"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GHJNCDsVpD4i"
   },
   "source": [
    "# Get stock data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 235
    },
    "colab_type": "code",
    "id": "-RoozEvNrxGn",
    "outputId": "fc8591d9-7a1c-465c-d833-3c12a571b7be"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>255.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-08</th>\n",
       "      <td>256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-09</th>\n",
       "      <td>255.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            close\n",
       "dt               \n",
       "2018-01-03  255.4\n",
       "2018-01-04  255.0\n",
       "2018-01-05  255.0\n",
       "2018-01-08  256.0\n",
       "2018-01-09  255.8"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fastquant import get_stock_data\n",
    "df = get_stock_data('JFC', '2018-01-01', '2019-01-01')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "t3J0y8tApNPg"
   },
   "source": [
    "# Plot daily closing prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 451
    },
    "colab_type": "code",
    "id": "_kyvYm6LsOAu",
    "outputId": "424fef24-a465-4b9e-fb09-7c529d3dd639"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Daily Closing Prices of JFC\\nfrom 2018-01-01 to 2019-01-01')"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "df.close.plot(figsize=(10, 6))\n",
    "plt.title(\"Daily Closing Prices of JFC\\nfrom 2018-01-01 to 2019-01-01\", fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "reBMiCPipO8O"
   },
   "source": [
    "# Analyze with a simple moving average (SMA) trading strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 451
    },
    "colab_type": "code",
    "id": "5UNQLarRs7Uv",
    "outputId": "675f1fa0-b837-4099-8530-c3e6ec8fab81"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Daily Closing Prices vs 30 day SMA of JFC\\nfrom 2018-01-01 to 2019-01-01')"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "ma30 = df.close.rolling(30).mean()\n",
    "close_ma30 = pd.concat([df.close, ma30], axis=1).dropna()\n",
    "close_ma30.columns = ['Closing Price', 'Simple Moving Average (30 day)']\n",
    "\n",
    "close_ma30.plot(figsize=(10, 6))\n",
    "plt.title(\"Daily Closing Prices vs 30 day SMA of JFC\\nfrom 2018-01-01 to 2019-01-01\", fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-8g2USkR7U_G"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "fastquant_demo.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
